The LBP features are experiments for PAD in [1]} for face attacks in a full biometrics verification system. In [2]}, the LBP features displayed a consistent performance of detecting attacks in different protocols of smartphone biometric data. Similarly, the experiments using color texture features [3]} resulted in the best-performing face PAD on smartphone face images. Therefore, we have included these methods in our evaluation of detection attacks.
